AI Architect - Modern AI Applications

Solventum; Bengaluru; On-site; INR 3,500,000 - 8,000,000; Full time

Job summary

Solventum in Bengaluru is seeking an AI Architect to lead the design and delivery of scalable AI services for healthcare products. You will drive platform development for large language models, architecting end‑to‑end pipelines that handle structured and unstructured data, and ensure regulatory and ethical compliance.

You will mentor engineers, set technical standards, and push production‑readiness from prototype to deployment, with emphasis on RAG, vector databases, and advanced routing across

Qualifications

• Master’s in Computer Science, AI, ML, or a related field with 10+ years in AI/ML platform development.
• Alternate path: 15+ years software engineering with 10+ years building AI/ML platforms.
• Proficiency in Python and modern ML libraries; GenAI/LLMs experience required.

Responsibilities

• Architect, design and develop AI platforms to support large language models for healthcare.
• Build scalable pipelines handling structured and unstructured data (FHIR, HL7, notes, claims).
• Lead as technical authority on AI platform development within product teams.
• Mentor engineers; drive knowledge sharing on AI trends and best practices.
• Implement model evaluation, ensure HIPAA/HITRUST compliance, and production readiness.

Skills

Python

GenAI

LLMs

Transformer architectures

Model Routing

A2A communication

A2A protocols

Agent Context Management

LLM/Agent tracing

MLOps/LLMOps

Kubernetes

Terraform

Education

Master’s in Computer Science, AI, ML, or related field

Tools

PyTorch

TensorFlow

Hugging Face

LangChain

LlamaIndex

Neo4j

Vector databases

LangGraph / AutoGen / CrewAI

RAG systems

Job description

AI Architect - Modern AI ApplicationsSkip to main content#AI Architect - Modern AI Applications page is loaded## AI Architect - Modern AI ApplicationsApplyremote type: Hybridlocations: IN, BANGALOREtime type: Full timeposted on: Posted 2 Days Agojob requisition id: R01132964Thank you for your interest in joining Solventum. Solventum is a new healthcare company with a long legacy of solving big challenges that improve lives and help healthcare professionals perform at their best. At Solventum, people are at the heart of every innovation we pursue. Guided by empathy, insight, and clinical intelligence, we collaborate with the best minds in healthcare to address our customers’ toughest challenges. While we continue updating the Solventum Careers Page and applicant materials, some documents may still reflect legacy branding. Please note that all listed roles are Solventum positions, and our Privacy Policy: https://www.solventum.com/en-us/home/legal/website-privacy-statement/applicant-privacy/ applies to any personal information you submit. As it was with 3M, at Solventum all qualified applicants will receive consideration for employment without regard to their race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran.**Job Description:****AI Architect – Modern AI Applications** 3M Health Care is now Solventum At Solventum, we enable better, smarter, safer healthcare to improve lives. As a new company with a long legacy of creating breakthrough solutions for our customers’ toughest challenges, we pioneer game-changing innovations at the intersection of health, material and data science that change patients' lives for the better while enabling healthcare professionals to perform at their best. Because people, and their wellbeing, are at the heart of every scientific advancement we pursue. We partner closely with the brightest minds in healthcare to ensure that every solution we create melds the latest technology with compassion and empathy. Because at Solventum, we never stop solving for you. **The Impact You’ll Make in this Role** As a AI Architect with deep expertise in Machine learning, Agentic AI, Generative AI, and Natural Language Understanding (NLU), you will lead high-impact AI Platform development for HIS applications. In this role, you will be a hands-on research and development leader - driving technical breakthroughs, designing novel AI architectures, and directly influencing the integration of advanced AI into mission-critical healthcare products. You will collaborate closely with other scientists, engineers, and domain experts to create platform/solutions that are explainable, reliable, and transformative for healthcare operations. This role is focused on building scalable AI platforms and frameworks from scratch and is not a data science or model experimentation role. **Key Responsibilities** **Healthcare-Focused AI Development*** Architect, design and develop AI platform to support large language models to handle healthcare-specific language, regulatory requirements, and ethical considerations.* Frameworks which can support AI pipelines that can process structured and unstructured healthcare data (FHIR, HL7, clinical notes, claims data).* Contribute to domain-specific model architectures that improve clinical decision-making, revenue cycle management, and patient engagement.**Technical Leadership*** Serve as the primary technical authority on any AI Platform related development within product teams.* Mentor junior AI designers and engineers through code reviews, research guidance, and technical workshops.* Drive internal knowledge-sharing on emerging AI trends, frameworks, and best practices.**Operational & Compliance Excellence*** Implement rigorous model evaluation frameworks for accuracy, robustness, and fairness.* Ensure compliance with healthcare privacy and data security regulations (HIPAA, HITRUST).* Partner with engineering to move research prototypes into production environments.**Required Qualifications*** Master’s in Computer Science, AI, Machine Learning, or related field AND 10+ years of experience in developing AI/ML platform on Cloud & on-Prem.Or* 15+ software engineering background in AI, Machine Learning, or related field with 10+ years of experience in building AI/ML platforms.* Proficiency in Python, and modern ML libraries.* Experience with GenAI, LLMs, transformer architectures, and advanced **Model Routing** (dynamically selecting and orchestrating open-source vs. proprietary models based on latency, cost, and capability tiers).* Skilled with AI development tools and frameworks (PyTorch, TensorFlow, Hugging Face, LangChain, LlamaIndex).* Deep expertise in building enterprise-grade **RAG systems**, including advanced chunking, hybrid search, vector database management, and retrieval optimization.* Hands-on experience with autonomous AI agents and reasoning systems, specifically mastering **Agent-to-Agent (A2A) communication protocols** and the **Model Context Protocol (MCP)** for multi-agent orchestration.* Advanced skills in **Agent** **Context Management**, including context window optimization, stateful memory injection, caching strategies, and managing long-running agent contexts.* Proven ability in Observability, Logging, and Scalable systems, including specialized **LLM/Agent tracing** to monitor reasoning steps, token usage, and system latency.* Strong track record applying AI architectures to scalable, generic enterprise platforms and complex use cases.* Strong background with cloud platforms, On-Prem deployments, and MLOps/LLMOps practices.* Strong background in containerization and infrastructure as code (Kubernetes, Terraform, etc.).**Preferred Skills*** Experience with **Knowledge Graph DBs** (e.g., Neo4j), NoSQL/SQL databases, and native Vector databases, particularly in designing advanced **GraphRAG** and hybrid-retrieval architectures.* Familiarity with advanced multi-agent orchestration frameworks (e.g., LangGraph, AutoGen, CrewAI, Semantic Kernel) for complex, stateful workflow execution.* Proven ability to take complex AI Architecture/Design—especially non-deterministic LLM and multi-agent systems—from concept to highly available, production-grade deployments.* Experience with **LLM Evaluation** frameworks (e.g., Ragas, TruLens, LLM-as-a-Judge) to continuously monitor and score agent reasoning and RAG retrieval quality.* Knowledge of **model fine-tuning techniques** (LoRA, PEFT) and model distillation to create smaller, task-specific models that optimize cost and latency within the model routing layer.* Familiarity with implementing platform-wide AI guardrails, prompt injection defenses, and output validation mechanisms.For current employees, internal transfer restrictions may not apply. For more details, contact your local recruiter/HR team. **Work location:*** United States**Supporting Your Well-being** Solventum offers many programs to help you live your best life – both physically and financially. To ensure competitive pay and benefits, Solventum regularly benchmarks with other companies that are comparable in size and scope. Solventum is committed to maintaining the highest standards of integrity and professionalism in our recruitment process. Applicants must remain alert to fraudulent job postings and recruitment schemes that falsely claim to represent Solventum and seek to exploit job seekers.Please note that all email communications from Solventum regarding job opportunities with the company will be from an email with a domain of **@solventum.com**. Be wary of unsolicited emails or messages regarding Solventum job opportunities from emails with other email domains.**Please note: your application may not be considered if you do not provide your education and work history, either by: 1) uploading a resume, or 2) entering the information into the application fields directly.****Solventum Global Terms of Use and Privacy Statement**Carefully read these Terms of Use before using this website. Your access to and use of this website and application for a job at Solventum are conditioned on your acceptance and compliance with these terms.Please access the linked document by clicking here. Before submitting your application you will be asked to confirm your agreement with the terms.